Federated Learning Frameworks

Tools and platforms for implementing federated learning systems, including frameworks for distributed model training, aggregation algorithms, personalization, and edge device optimization. Does NOT include general distributed machine learning, centralized training platforms, or non-federated privacy-preserving techniques.

There are 159 federated learning frameworks tracked. 1 score above 70 (verified tier). The highest-rated is flwrlabs/flower at 72/100 with 6,705 stars. 1 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	flwrlabs/flower Flower: A Friendly Federated AI Framework	72	Verified	6,705	Python
2	JonasGeiping/breaching Breaching privacy in federated learning scenarios for vision and text	68	Established	313	Python
3	anupamkliv/FedERA FedERA is a modular and fully customizable open-source FL framework, aiming...	67	Established	140	Jupyter Notebook
4	zama-ai/concrete-ml Concrete ML: Privacy Preserving ML framework using Fully Homomorphic...	67	Established	1,410	Python
5	p2pfl/p2pfl P2PFL is a decentralized federated learning library that enables federated...	66	Established	148	Jupyter Notebook
6	SMILELab-FL/FedLab A flexible Federated Learning Framework based on PyTorch, simplifying your...	65	Established	822	Jupyter Notebook
7	secretflow/secretflow A unified framework for privacy-preserving data analysis and machine learning	65	Established	2,634	Python
8	OpenMined/PySyft Perform data science on data that remains in someone else's server	62	Established	9,863	Python
9	KarhouTam/FL-bench Benchmark of federated learning. Dedicated to the community. 🤗	59	Established	676	Python
10	SymbioticLab/FedScale FedScale is a scalable and extensible open-source federated learning (FL) platform.	59	Established	412	Python
11	Desilo/liberate-fhe A Fully Homomorphic Encryption (FHE) library for bridging the gap between...	57	Established	138	Python
12	HewlettPackard/swarm-learning A simplified library for decentralized, privacy preserving machine learning	56	Established	352	Python
13	weimingwill/awesome-federated-learning All materials you need for Federated Learning: blogs, videos, papers, and...	53	Established	729	Shell
14	apple/pfl-research Simulation framework for accelerating research in Private Federated Learning	53	Established	352	Jupyter Notebook
15	paritybit-ai/XFL An Efficient and Easy-to-use Federated Learning Framework.	52	Established	43	Python
16	VectorInstitute/FL4Health A flexible, modular, and easy to use library to facilitate federated...	52	Established	52	Python
17	CyberDataLab/nebula NEBULA: A Platform for Decentralized Federated Learning	52	Established	76	Python
18	FederatedAI/FATE An Industrial Grade Federated Learning Framework	51	Established	6,054	Python
19	AshwinRJ/Federated-Learning-PyTorch Implementation of Communication-Efficient Learning of Deep Networks from...	51	Established	1,433	Python
20	alexjungaalto/FederatedLearning Material workbench for the master-level course CS-E4740 "Federated Learning"	51	Established	197	Jupyter Notebook
21	shaoxiongji/federated-learning A PyTorch Implementation of Federated Learning	51	Established	1,509	Python
22	tudelft-cda-lab/FlexFringe The FlexFringe tool for flexible learning of state machines (deterministic...	50	Established	25	C++
23	WwZzz/easyFL An experimental platform for federated learning.	50	Established	625	Jupyter Notebook
24	SAP-samples/machine-learning-diff-private-federated-learning Simulate a federated setting and run differentially private federated learning.	50	Established	388	Python
25	youngfish42/Awesome-FL Comprehensive and timely academic information on federated learning (papers,...	49	Emerging	1,955	Python
26	alibaba/FederatedScope An easy-to-use federated learning platform	49	Emerging	1,521	Python
27	LPD-EPFL/byzfl ByzFL: A Python library for robust federated learning, offering...	49	Emerging	34	Python
28	vaseline555/Federated-Learning-in-PyTorch Handy PyTorch implementation of Federated Learning (for your painless research)	49	Emerging	467	Python
29	nclabteam/FedEasy FedEasy is an intuitive powerful yet simple to use Federated Learning...	48	Emerging	13	Python
30	secretflow/serving SecretFlow-Serving is a serving system for privacy-preserving machine...	48	Emerging	15	C++
31	tushar-semwal/awesome-federated-computing :books: :eyeglasses: A collection of research papers, codes, tutorials and...	48	Emerging	480	—
32	QVQZZZ/HeFlwr HeFlwr: Federated Learning for Heterogeneous Devices	48	Emerging	125	Python
33	weimingwill/EasyFL An easy-to-use federated learning platform	47	Emerging	300	Python
34	SMILELab-FL/FedLab-benchmarks Standard federated learning implementations in FedLab and FL benchmarks.	47	Emerging	155	Jupyter Notebook
35	wenzhu23333/Federated-Learning An open source FL implement with dataset(Femnist, Shakespeare, MNIST,...	46	Emerging	132	Python
36	monk1337/Aweome-Heathcare-Federated-Learning A curated list of Federated Learning papers/articles and recent advancements.	46	Emerging	100	—
37	Minki-Kim95/Federated-Learning-and-Split-Learning-with-raspberry-pi SRDS 2020: End-to-End Evaluation of Federated Learning and Split Learning...	46	Emerging	118	Jupyter Notebook
38	ucbrise/flor FlorDB 🌻	44	Emerging	159	Jupyter Notebook
39	CyprienQuemeneur/fedpylot FedPylot: Navigating Federated Learning for Real-Time Object Detection in...	44	Emerging	50	Jupyter Notebook
40	microsoft/PersonalizedFL Personalized federated learning codebase for research	44	Emerging	412	Python
41	omarfoq/FedEM Official code for "Federated Multi-Task Learning under a Mixture of...	44	Emerging	167	Python
42	Cloudslab/murmura A decentralized/P2P federated learning library	43	Emerging	6	Python
43	euphoria0-0/Active-Client-Selection-for-Communication-efficient-Federated-Learning Active Client Selection for Federated Learning	42	Emerging	50	Python
44	diaoenmao/SemiFL-Semi-Supervised-Federated-Learning-for-Unlabeled-Clients-with-Alternate-Training [NeurIPS 2022] SemiFL: Semi-Supervised Federated Learning for Unlabeled...	42	Emerging	42	Python
45	omarfoq/knn-per Official code for "Personalized Federated Learning through Local...	42	Emerging	44	Python
46	microsoft/msrflute Federated Learning Utilities and Tools for Experimentation	42	Emerging	194	Python
47	owkin/FLamby Cross-silo Federated Learning playground in Python. Discover 7 real-world...	42	Emerging	230	Python
48	bioint/MetisFL The first open Federated Learning framework implemented in C++ and Python.	41	Emerging	521	Python
49	Lee-Gihun/FedNTD (NeurIPS 2022) Official Implementation of "Preservation of the Global...	41	Emerging	90	Python
50	chaoyanghe/Awesome-Federated-Learning FedML - The Research and Production Integrated Federated Learning Library:...	41	Emerging	2,003	—
51	innovation-cat/Awesome-Federated-Machine-Learning Everything about federated learning, including research papers, books,...	40	Emerging	2,067	—
52	poga/awesome-federated-learning resources about federated learning and privacy in machine learning	40	Emerging	545	—
53	capitalone/federated-model-aggregation The Federated Model Aggregation (FMA) Service is a collection of installable...	40	Emerging	34	Python
54	hacdias/blocklearning Blockchain-based federated learning modular framework.	40	Emerging	45	Python
55	FedML-AI/FedGraphNN FedGraphNN: A Federated Learning Platform for Graph Neural Networks with...	39	Emerging	183	—
56	ZexiLee/ICML-2023-FedLAW The is the official implementation of ICML 2023 paper "Revisiting Weighted...	38	Emerging	63	Python
57	TsingZ0/FL-IoT This is a platform containing the datasets and federated learning algorithms...	38	Emerging	72	Python
58	FELT-Labs/federated-learning-token Federated learning on blockchain using smart contracts. Distributed...	37	Emerging	51	SCSS
59	kenziyuliu/private-cross-silo-fl [NeurIPS 2022] JAX/Haiku implementation of "On Privacy and Personalization...	37	Emerging	27	Python
60	DiscreetAI/ben-decentralized-chatbot YC Hackathon 2018 Winner Project. BEN: A decentralized chatbot that uses...	37	Emerging	16	JavaScript
61	Serverless-Federated-Learning/FedLess Secure and Scalable Federated Learning using Serverless Computing	37	Emerging	12	Python
62	arodio/CA-Fed Official code for "Federated Learning under Heterogeneous and Correlated...	37	Emerging	29	Python
63	aioz-ai/FADNet Deep Federated Learning for Autonomous Driving (IV'22)	37	Emerging	38	Python
64	cipherflow-fhe/lattisense A development framework for Fully Homomorphic Encryption (FHE)	36	Emerging	14	C++
65	zlijingtao/ResSFL Official Repository for ResSFL (accepted by CVPR '22)	36	Emerging	26	Shell
66	perone/feste Feste is a free and open-source framework allowing scalable composition of...	36	Emerging	43	Python
67	AI-secure/FLBenchmark-toolkit Federated Learning Framework Benchmark (UniFed)	36	Emerging	49	Python
68	qub-blesson/FedAdapt Adaptive Offloading of Federated Learning on IoT Devices	36	Emerging	75	Python
69	tayebiarasteh/federated_he Federated learning with homomorphic encryption enables multiple parties to...	36	Emerging	32	Python
70	siddharthdivi/Unifying-Distillation-with-Personalization-in-Federated-Learning Repository that contains the code for the paper titled, 'Unifying...	35	Emerging	13	Jupyter Notebook
71	orion-orion/FedCom 🔬 FedCom为SWPU2022届本科毕业设计《基于社区检测的多任务聚类联邦学习》。本研究提出了一种多任务聚类联邦学习（clustered...	35	Emerging	69	Python
72	yyyanbj/awesome-asynchronous-federated-learning 📦 Collect some Asynchronous Federated Learning papers.	35	Emerging	125	Python
73	CIFER-Workspace/ciferai Cifer provides a decentralized AI development ecosystem with data-ownership...	35	Emerging	7	Python
74	phamxuansang241/Secure-Federated-Learning Secure Federated Learning Framework with Encryption Aggregation and Integer...	35	Emerging	10	Python
75	clickade/federated-shapley-playground Playground for testing Horizontal Federated Machine Learning systems using...	35	Emerging	9	Jupyter Notebook
76	Nokia-Bell-Labs/data-centric-federated-learning Enhancing Efficiency in Multidevice Federated Learning through Data Selection	35	Emerging	13	Python
77	Aayush711/Federated-Learning-Project This repository contains a project showcasing Federated Learning using the...	34	Emerging	6	Jupyter Notebook
78	zhxchd/vFedCCE A vertical federated learning algorithm for classﬁcation problems with...	33	Emerging	8	Jupyter Notebook
79	Songyue-Guo/FedGR DASFAA2023 FedGR Code Repository. Federated learning for double unbalance...	33	Emerging	41	Python
80	diwangs/asynchronous-federated-learning Study of data imbalance and asynchronous aggregation algorithm on Federated...	32	Emerging	63	Python
81	WellingtonLobato/PyFlexe Flexe - The open source federated learning for vehicular network simulation...	32	Emerging	12	Python
82	FederalLab/OpenFed A Comprehensive and Versatile Open-Source Federated Learning Framework	32	Emerging	33	Python
83	FLEXible-FL/FLEXible Federated Learning (FL) experiment simulation in Python.	32	Emerging	22	Python
84	zouyu4524/fl-android Implementation of federated learning on Android devices. Please find more...	32	Emerging	33	Java
85	ngc436/awesome-vertical-federated-learning A curated list of advancements in Vertical Federated Learning, frameworks...	31	Emerging	38	—
86	alphansahin/Wireless-Federated-Learning-with-Non-coherent-Over-the-Air-Computation This respository consists of the source codes that allow one to realize...	31	Emerging	19	VHDL
87	Goshmar/FedML-GradControl Research project about Federated Learning with Unbiased Gradient Aggregation...	30	Emerging	1	Jupyter Notebook
88	dshahrokhian/federated-learning-tutorial 👥 Federated Learning tutorial with TensorFlow Federated (TFF)	30	Emerging	14	Jupyter Notebook
89	thupchnsky/mufc A federated clustering approach with the corresponding unlearning mechanism...	30	Emerging	22	Python
90	katulu-io/fl-suite Federated Learning Suite	30	Emerging	20	Python
91	bariscamli/Decentralized-Federated-Learning Decentralized (P2P) Federated Learning implementation using libp2p JavaScript	29	Experimental	7	JavaScript
92	BerivanIsik/sparse-random-networks Implementation of the FedPM framework by the authors of the ICLR 2023 paper...	29	Experimental	30	Python
93	NaiboWang/Data-Free-Ensemble-Selection-For-One-Shot-Federated-Learning Data-Free Ensemble Selection For One-Shot Federated Learning	28	Experimental	9	Jupyter Notebook
94	archettialberto/federated_survival_forests Federated Learning with Random Survival Forests.	28	Experimental	8	Python
95	AmberLJC/FLsystem-paper Federated Learning Systems Paper List	28	Experimental	75	—
96	globus-labs/FLoX-prototype Python library for serverless Federated Learning experiments.	27	Experimental	16	Python
97	FlowFrontiers/IFLforTFC Supporting page for the manuscript titled, "Incremental Federated Learning...	27	Experimental	5	Jupyter Notebook
98	WellingtonLobato/flexe Flexe - The open source federated learning for vehicular network simulation...	27	Experimental	20	C++
99	Lee-Gihun/FedSOL (CVPR 2024) Official Implementation of "FedSOL: Stabilized Orthogonal...	27	Experimental	15	Python
100	CirSandro/private-fhe-fraud-detection A capstone project in collaboration with Zama to develop a...	27	Experimental	5	Jupyter Notebook
101	yyyanbj/fedhf 🔨 A Flexible Federated Learning Simulator for Heterogeneous and Asynchronous.	26	Experimental	23	Python
102	rwilliamspbg-ops/Sovereign_Map_Federated_Learning Sovereign Map is a Byzantine-tolerant Federated Learning framework for edge...	25	Experimental	1	Go
103	denpalrius/bft-federated-learning Federated Learning with Byzantine Fault Tolerance	25	Experimental	3	Jupyter Notebook
104	ZIB-IOL/FedDistill Code to reproduce the experiments of the ICLR25 paper "On the...	25	Experimental	7	Python
105	amirrezaskh/BPFL Blockchain-enabled Personalized Federated Learning framework combining...	25	Experimental	4	Shell
106	Hazrat-Ali9/Federated-Self-Supervised-Multimodal-Retina-Screening-under-Label-Noise-and-Differential-Privacy 🤡 Federated 🤖 Supervised 🍔 Multimodal 🍏 Retina Screening 🍎 Label Noise 🫑...	24	Experimental	36	—
107	ZSYNOTZSH/FactualBench The official repository for the dataset FactualBench, which is introduced in...	24	Experimental	3	Python
108	isaacveg/FLamingo_examples Federated Learning algorithm implemented using FLamingo	23	Experimental	2	Python
109	DeepHiveMind/Federated-Learning_simplified :fire: Federated Learning Simplified with Frameworks	23	Experimental	2	—
110	RCP1932/federated-learning-with-cryptographic-audit 🚀 Implement decentralized federated learning with cryptographic audits for...	23	Experimental	1	Python
111	TheRadDani/R3-FL RL-based Reputation System for Robust Federated Learning over Blockchain	23	Experimental	1	Python
112	WwZzz/FLGo-Bench Produce results of federated algorithms on various benchmarks	23	Experimental	16	Python
113	wvu-irl/flope 🌻FloPE: Flower Pose Estimation for Precision Pollination	22	Experimental	6	Python
114	Ryanditko/federated-learning-at-cybersecurity Este projeto de iniciação científica tem como objetivo investigar e...	22	Experimental	9	Jupyter Notebook
115	Arttixmodz/FEDRETAIL-Framework 🏬 Enable collaborative retail analytics with FEDRETAIL, a privacy-preserving...	22	Experimental	—	Python
116	mounirmelzi/chehab Fully Homomorphic Encryption (FHE) Compiler	22	Experimental	1	C++
117	eclypse-org/federact FedRay: a Research Framework for Federated Learning based on Ray	22	Experimental	22	Python
118	eil598/TFLlib 🔍 Explore TFLlib to evaluate federated learning algorithms against...	22	Experimental	—	Python
119	warisgill/TraceFL TraceFL is a novel mechanism for Federated Learning that achieves...	21	Experimental	10	Python
120	EricLoong/feddip The official code for ICDM2023 paper: ' FedDIP: Federated Learning with...	21	Experimental	14	Python
121	Polito-MLDL-2025/fl-g13 Federated Learning Project for Machine Learning and Deep Learning course at...	21	Experimental	4	Python
122	chenxingqiang/PFLoRA-lib PFLoRA-lib: Personalized Federated Learning with LoRA Algorithm Library...	21	Experimental	14	Python
123	Huangxy-Minel/System-Design-for-Federated-Learning Paper list of federated learning: About system design	21	Experimental	13	—
124	staticpayload/jax-privacy-rs Rust rewrite of JAX Privacy: DP-SGD primitives, PLD/RDP accounting, matrix...	21	Experimental	—	Rust
125	LTTM/FedPromo FedPromo enables efficient adaptation of large foundation models to new...	21	Experimental	5	—
126	akhilk07/zama-fhe Explore detailed technical guides for the Zama FHE protocol. Set up your...	21	Experimental	8	TypeScript
127	pixelsquirrel/fully-homomorphic-encryption-in-machine-learning Research on fully homomorphic ecryption for data privacy in cloud machine learning	21	Experimental	4	Jupyter Notebook
128	fcrlab-unime/FLAT FLAT (Federated Learning Across Tabs) is an FL system that trains AI models...	20	Experimental	5	JavaScript
129	omarfoq/streaming-fl Official code for "Federated Learning for Data Streams" (AISTATS'23)	20	Experimental	8	—
130	hackbio-ca/federated-learning-starter-kit 🥇 Winner of the 2025 First Place Award: A Federated Learning platform for...	20	Experimental	4	TypeScript
131	yehias21/FedRs Implementation of FedNCF with SecAvg	19	Experimental	4	—
132	mounishvatti/FedCustom This project implements hyper-tuned federated learning using the Flower...	19	Experimental	3	Jupyter Notebook
133	sanchi-shirur4/federated-learning-blockchain The Project's goal is to simulate a decentralised approach to building...	19	Experimental	17	Python
134	Protik49/Federated-Learning-A-Deep-Dive-into-Decentralized-Data-Privacy Federated Learning is reshaping AI by allowing models to train on...	18	Experimental	2	—
135	AmanPriyanshu/FL-Interactive-Game FL-Interactive-Game: Interactive web game that teaches basic components of...	18	Experimental	2	HTML
136	chamathpali/FedSim Similarity Guided Model Aggregation for Federated Learning	15	Experimental	26	Python
137	GitScrider/FederatedEdgeComputing a Federated Learning Framework adapted for resource-constrained...	15	Experimental	10	C
138	DiscreetAI/decentralized-ml-infra Blockchain infrastructure for decentralized machine learning (decentralized-ml repo).	14	Experimental	22	JavaScript
139	trabelsimahdi14/Evaluation-Framework-for-Centralized-and-Decentralized-Aggregation-Algorithms-in-Federated-Systems 🔬 Evaluate aggregation algorithms for federated systems with our...	14	Experimental	—	HTML
140	zakuro-ai/zakuro Python code of the Zakuro platform.	14	Experimental	—	Python
141	danieloladele7/fgl_heterogeneity_benchmark The official repository of the Benchmarking Non-IID Data in Federated Graph...	14	Experimental	—	Python
142	saradamian/nvflowervibe Federated learning framework for protein language models (ESM2) using...	14	Experimental	—	Python
143	HowardStephen/Efficient-Hierarchical-Federated-Learning An efficient hierarchical federated learning framework with...	14	Experimental	—	Python
144	kasramojallal1/FedMod A lightweight, privacy-preserving Vertical Federated Learning framework...	14	Experimental	8	Python
145	moh-a-abde/FL-CML-Pipeline Federated Learning (FL) system for network intrusion detection using...	13	Experimental	3	Jupyter Notebook
146	FranEnguix/royalflush Royal FLush is a Python framework specifically designed to facilitate the...	13	Experimental	—	HTML
147	self-Puneet/Federated-Learning This repository explores a federated learning approach to classifying air...	13	Experimental	—	Python
148	rahat-parvej/federated_learning_MDD A Weighted Federated Learning Framework for Privacy-Preserving EEG-Based...	13	Experimental	—	JavaScript
149	CavinKrenik/qora-fl byzantine-tolerant aggregation primitives for federated learning, with...	13	Experimental	—	Rust
150	ChristianInterno/AutoFLIP Automated Federated Learning via Informed Pruning (https://arxiv.org/abs/2405.10271)	13	Experimental	9	Python
151	ChristianInterno/FedLEx Federated Loss Exploration for Improved Convergence on Non-IID Data (IJCNN2024)	12	Experimental	8	Python
152	Manoj-2702/PoseSync-Flower-Federated-Learning-for-Yoga-Poses Demo showcasing Federated Learning with Flower for yoga pose classification,...	12	Experimental	1	PowerShell
153	cjfelixx/machine-learning-graduate-research Federated & Personalized Learning using Random Fourier Features and Online...	11	Experimental	—	Jupyter Notebook
154	ethglobal23nyc/blockchain-federated-machine-learning Hackathon project for ETH Global NYC 2023 event, Sept 22-24.	11	Experimental	3	TypeScript
155	Sensorjang/CorwdOS-FL CrowdOS based Federated Learning Framework【2023CrowdOS挑战赛:赛题A作品】	11	Experimental	—	Java
156	MantiMantilla/federated_learning Research on federated learning and differential privacy.	11	Experimental	—	—
157	varnio/fedsim_website Page for fedsim	11	Experimental	—	—
158	spoluan/federated-learning-mnistdigit Decentralized and Privacy-Preserving Machine Learning: Exploring the Power...	11	Experimental	3	Jupyter Notebook
159	pynchmeister/awesome-federated-learning Federated learning is a sub-field of machine learning focusing on settings...	10	Experimental	2	—

Comparisons in this category

awesome-federated-learning and FederatedLearning (53 vs 51)